CLAUDE LABJP
BUDGET — You can now cap what a Claude Managed Agents session spends. When it hits the cap, the session stops issuing new model requests and returns a budget_reached stop reasonRESUME — Change or clear the budget and the session picks up again. Deployments take the same setting, but it applies per session they start, not to the deployment as a wholeGEO — A new inference_geo field controls where inference runs. Set it inside the model object when creating an agent, or override it for a single session. It takes us or globalSKILLS — When a Managed Agents session mounts a GitHub repository, any skills sitting in its root .claude/skills directory are discovered automatically at session startTRADEOFF — Convenience and context cost sit on the same scale. Every extra skill you load also shows up in what /skill-doctor charges you each turnCLI — Claude Code has not shipped a confirmed release since v2.1.263 on September 6. Version numbers skip, so check the official changelog against CHANGELOG.md before quoting oneBUDGET — You can now cap what a Claude Managed Agents session spends. When it hits the cap, the session stops issuing new model requests and returns a budget_reached stop reasonRESUME — Change or clear the budget and the session picks up again. Deployments take the same setting, but it applies per session they start, not to the deployment as a wholeGEO — A new inference_geo field controls where inference runs. Set it inside the model object when creating an agent, or override it for a single session. It takes us or globalSKILLS — When a Managed Agents session mounts a GitHub repository, any skills sitting in its root .claude/skills directory are discovered automatically at session startTRADEOFF — Convenience and context cost sit on the same scale. Every extra skill you load also shows up in what /skill-doctor charges you each turnCLI — Claude Code has not shipped a confirmed release since v2.1.263 on September 6. Version numbers skip, so check the official changelog against CHANGELOG.md before quoting one
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Claude Code/2026-08-05Advanced

Passing the Request, Not the Secret — Where Sandbox Credential Masking Works and Where Substitution Breaks

Claude Code's sandbox credential masking lets processes read sentinel values while a proxy swaps in the real secret at send time. I rebuilt it as a minimal proxy and measured which auth schemes survive the swap, which break, what happens when the secret rides in the body, and where chunked framing makes the substitution miss entirely.

Claude Code/2026-08-04Advanced

Tightening Filesystem Isolation Separately from the Network — Collect the Paths, Then Squeeze the Write Surface

Claude Code v2.1.216 lets you control filesystem isolation independently from network isolation. Before tightening anything, I traced what a real job actually touches, split reads from writes, and measured how stable the path set is across repeated runs. The numbers changed how I wrote the allowlist.

Claude Code/2026-07-25Advanced

Locking down Claude Code sandbox egress with strictAllowlist

Tightening automation egress with strictAllowlist in Claude Code v2.1.219, plus measured failure timings that tell a policy deny from DNS and real outages, and three defects that made my own recon scripts return nothing.

Claude Code/2026-06-25Advanced

Your Sandbox Can Run the Code but Shouldn't Read Your Credentials — Shrinking the Secret-Read Surface with sandbox.credentials

Claude Code's sandbox can still read ~/.aws/credentials and token env vars by default. Using sandbox.credentials (v2.1.187+), here is how I tightened the secret-read surface of unattended runs at the OS level, with config and verification you can reuse.

Claude Code/2026-05-27Intermediate

When Claude Code's Bash Tool Hits Permission Denied on /tmp — A $HOME/repos Fallback Pattern

A practical look at why git clone inside Claude Code's sandboxed Bash sometimes fails with Permission denied on /tmp, and how a tiny $HOME/repos fallback keeps unattended schedules alive across four indie sites.

Cowork/2026-05-23Intermediate

When pip install Stops with externally-managed-environment in Cowork's Bash Sandbox — Three Patterns for PEP 668

Why pip install fails with externally-managed-environment in Cowork's Bash sandbox, and three practical fixes — --break-system-packages, venv, and pipx — written from real scheduled-task experience.

Claude AI/2026-05-04Advanced

Claude Mythos in Production: A Deployment Playbook From Internals to Operations

Most Claude Mythos coverage stops at conceptual overviews. This playbook covers actual production deployment — System Card highlights that change implementation, gateway architecture, sandboxing, prompt-injection defense, monitoring, and scaling — with patterns from running Mythos-aware services.

Claude Code/2026-05-03Intermediate

How to Commit and Push via GitHub REST API When git CLI Fails in VM Environments

A practical guide to using GitHub REST API (blobs→trees→commits→refs) to push files when git CLI is blocked by index.lock, ownership errors, or permission issues in VM and sandbox environments.

Claude AI/2026-05-02Intermediate

Claude Mythos Explained — Understanding Anthropic's New Agent-Focused Product Through Its System Card

A deep dive into Claude Mythos, Anthropic's new sandboxed agent model. Covers the system card, sandbox architecture, comparison with general Claude models, and practical adoption scenarios.

API & SDK/2026-04-12Advanced

Claude Managed Agents Sandbox Design: Running Autonomous Agents Safely in Production

A deep dive into the sandbox architecture of Claude Managed Agents, with production-ready security patterns and implementation code for running autonomous agents safely.